“…Automatic lyrics translation has been approached by rulebased methods, statistical machine translation methods, finite-state methods with rhythmic and lexical constraints (Gervás, 2002;Manurung, 2004;He et al, 2012), and more recently by neural methods (Ghazvininejad et al, 2016(Ghazvininejad et al, , 2017(Ghazvininejad et al, , 2018. Tradi-tional song translation research has made progress in terms of lyrics translation and lyrics-melody alignment through linguistic knowledge (Haapaniemi and Laakkonen, 2019;Low, 2003Low, , 2008Low, , 2022Franzon, 2015;Desblache, 2018). Often, the object of these research was artificial songs.…”